Allan Mariano de Souza

77 papers A 1B 5C 8Misc 7Journal 22Unranked 33

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	A Novel Prediction Technique for Federated Learning. IEEE Trans. Emerg. Top. Comput. Cláudio Gustavo S. Capanema, Allan Mariano de Souza, Joahannes B. D. da Costa, Fabrício A. Silva, Leandro A. Villas, Antonio A. F. Loureiro
2025	J	`jnl`	Beyond Shortest Path: Agentic Vehicular Routing with Semantic Context. CoRR Carnot Braun, Rafael O. Jarczewski, Gabriel U. Talasso, Leandro A. Villas, Allan Mariano de Souza
2025	J	`jnl`	Empowering Client Selection with Local Knowledge Distillation for Efficient Federated Learning in Non-IID Data. J. Internet Serv. Appl. Aissa Hadj Mohamed, Joahannes B. D. da Costa, Allan Mariano de Souza, Leandro A. Villas, Júlio Cesar dos Reis
2025	C	`conf`	Exploring Communication Efficient Methods for Homomorphic Encryption Federated Learning. ISCC Yuri Dimitre de Faria, Leandro A. Villas, Allan Mariano de Souza
2025	Misc	`conf`	FL-as-API: A Service-Oriented Architecture for Heterogeneous Federated Learning. UCC Rómulo Bustincio, Pedro Yuri Marquez Solis, Allan Mariano de Souza, Luiz F. Bittencourt
2025	Misc	`conf`	Federated Learning with Iterative Synthetic Data Augmentation. UCC Gustavo S. Guaragna, Joahannes B. D. da Costa, Allan Mariano de Souza
2025	Misc	`conf`	Participation is Power: Effective Approach to Dynamic Federated Learning. UCC Rafael de Oliveira Jarczewski, Eduardo Cerqueira, Luiz Fernando Bittencourt, Antonio A. F. Loureiro, Leandro A. Villas, Allan Mariano de Souza
2025	—	`conf`	RFG Framework: Retrieval-Feedback-Grounded Multi-Query Expansion. IC3K (KDIR) Ronaldinho Vega Centeno Olivera, Allan Mariano de Souza, Júlio Cesar dos Reis
2025	J	`jnl`	Reducing communication overhead through one-shot model pruning in federated learning. Ann. des Télécommunications Rómulo Walter Condori Bustincio, Allan Mariano de Souza, Joahannes B. D. da Costa, Luis F. G. Gonzalez, Luiz F. Bittencourt
2025	J	`jnl`	Synthetic Driving Conditions Data Generation Using Federated Generative Adversarial Networks. J. Internet Serv. Appl. David de Melo A. Dos Reis, Allan Mariano de Souza
2025	J	`jnl`	Which One is Better? Distributed Artificial Intelligence Strategies for Accurate Vehicular Emissions Forecasting. J. Internet Serv. Appl. Carnot Braun, Rafael O. Jarczewski, Allan Mariano de Souza
2024	J	`jnl`	Adaptive Client Selection with Personalization for Communication Efficient Federated Learning. CoRR Allan Mariano de Souza, Filipe Maciel, Joahannes B. D. da Costa, Luiz F. Bittencourt, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas
2024	—	`conf`	Adaptive Fit Fraction Based on Model Performance Evolution in Federated Learning. FiCloud Filipe Maciel, Joahannes B. D. da Costa, Luis F. G. Gonzalez, Allan Mariano de Souza, Leandro A. Villas, Luiz F. Bittencourt
2024	J	`jnl`	Adaptive client selection with personalization for communication efficient Federated Learning. Ad Hoc Networks Allan Mariano de Souza, Filipe Maciel, Joahannes B. D. da Costa, Luiz F. Bittencourt, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas
2024	C	`conf`	Combining Client Selection Strategy with Knowledge Distillation for Federated Learning in non-IID Data. ISCC Aissa Hadj Mohamed, Joahannes B. D. da Costa, Leandro A. Villas, Júlio Cesar dos Reis, Allan Mariano de Souza
2024	—	`conf`	EcoPredict: Assessing Distributed Machine Learning Methods for Predicting Urban Emissions. VTC Fall Carnot Braun, Joahannes B. D. da Costa, Leandro A. Villas, Allan Mariano de Souza
2024	Misc	`conf`	Efficient Federated Learning for Heterogeneous Data: A Client Selection and Adaptive Knowledge Distillation Approach. UCC Aissa Hadj Mohamed, Joahannes B. D. da Costa, Allan Mariano de Souza, Leandro A. Villas, Júlio Cesar dos Reis
2024	—	`conf`	FedSCCS: Hierarchical Clustering with Multiple Models for Federated Learning. ICC Gabriel U. Talasso, Allan Mariano de Souza, Luiz F. Bittencourt, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas
2024	J	`jnl`	Federated learning energy saving through client selection. Pervasive Mob. Comput. Filipe Maciel, Allan Mariano de Souza, Luiz F. Bittencourt, Leandro A. Villas, Torsten Braun
2024	C	`conf`	Let's Federate - Effective Communication Strategy for Dynamic Client Participation. ICMLA Rafael O. Jarczewski, Eduardo Cerqueira, Luiz F. Bittencourt, Antonio A. F. Loureiro, Leandro A. Villas, Allan Mariano de Souza
2024	Misc	`conf`	Minimizing Communication Overhead via Wavelet-Based Model Compression in Federated Learning. UCC Rómulo Walter Condori Bustincio, Jorge L. Díaz Calle, Joahannes B. D. da Costa, Luis F. G. Gonzalez, Allan Mariano de Souza, Luiz F. Bittencourt
2024	C	`conf`	Partial Training Mechanism to Handle the Impact of Stragglers in Federated Learning with Heterogeneous Clients. ISCC Bruno S. Martins, Allan Mariano de Souza, Denis Rosário, Carlos A. Astudillo, Eduardo Cerqueira, Leandro Villas
2023	J	`jnl`	Automatic Extraction of Conversation Flows from Human Dialogues: Understanding Their Impact to Refine NLP Models. SN Comput. Sci. Matheus Ferraroni Sanches, Jáder Martins Camboim de Sá, Rafael Roque de Souza, Allan Mariano de Souza, Júlio Cesar dos Reis, Leandro Aparecido Villas
2023	Misc	`conf`	CCSF: Clustered Client Selection Framework for Federated Learning in non-IID Data. UCC Aissa Hadj Mohamed, Allan Mariano de Souza, Joahannes B. D. da Costa, Leandro A. Villas, Júlio Cesar dos Reis
2023	—	`conf`	Compressed Client Selection for Efficient Communication in Federated Learning. CCNC Aissa Hadj Mohamed, Nícolas R. G. Assumpçáo, Carlos A. Astudillo, Allan Mariano de Souza, Luiz F. Bittencourt, Leandro A. Villas
2023	—	`conf`	Dispositivos, Eu Escolho Vocês: Seleção de Clientes Adaptativa para Comunicação Eficiente em Aprendizado Federado. SBRC Allan Mariano de Souza, Luiz F. Bittencourt, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas
2023	Misc	`conf`	EntropicFL: Efficient Federated Learning via Data Entropy and Model Divergence. UCC Rómulo Walter Condori Bustincio, Allan Mariano de Souza, Joahannes B. D. da Costa, Luiz F. Bittencourt
2023	—	`conf`	FedPredict: Combining Global and Local Parameters in the Prediction Step of Federated Learning. DCOSS-IoT Cláudio Gustavo S. Capanema, Allan Mariano de Souza, Fabrício A. Silva, Leandro A. Villas, Antonio A. F. Loureiro
2023	—	`conf`	Improving Fairness and Performance in Resource Usage for Vehicular Edge Computing. VTC Fall Joahannes B. D. da Costa, Allan Mariano de Souza, Wellington Lobato, Denis Rosário, Christoph Sommer, Leandro Villas
2023	J	`jnl`	Mobility and Deadline-Aware Task Scheduling Mechanism for Vehicular Edge Computing. IEEE Trans. Intell. Transp. Syst. Joahannes B. D. da Costa, Allan Mariano de Souza, Rodolfo I. Meneguette, Eduardo Cerqueira, Denis Rosário, Christoph Sommer, Leandro Villas
2023	J	`jnl`	Mobility-aware Vehicular Cloud formation mechanism for Vehicular Edge Computing environments. Ad Hoc Networks Joahannes B. D. da Costa, Wellington Lobato, Allan Mariano de Souza, Eduardo Cerqueira, Denis Rosário, Christoph Sommer, Leandro A. Villas
2023	—	`conf`	Resource Aware Client Selection for Federated Learning in IoT Scenarios. DCOSS-IoT Filipe Maciel, Allan Mariano de Souza, Luiz F. Bittencourt, Leandro A. Villas
2023	J	`jnl`	Service Provisioning in Edge-Cloud Continuum: Emerging Applications for Mobile Devices. J. Internet Serv. Appl. Diego O. Rodrigues, Allan Mariano de Souza, Torsten Braun, Guilherme Maia, Antonio A. F. Loureiro, Leandro A. Villas
2022	—	`conf`	A Novel Short-term Vehicle Location Prediction using Temporal Graph Neural Networks. LATINCOM Farimasadat Miri, Alireza A. Namanloo, Allan Mariano de Souza, Richard W. Pazzi
2022	—	`conf`	Efficient Pareto Optimality-based Task Scheduling for Vehicular Edge Computing. VTC Fall Joahannes B. D. da Costa, Allan Mariano de Souza, Denis Rosário, Christoph Sommer, Leandro A. Villas
2022	J	`jnl`	Enhancing Sensing and Decision-Making of Automated Driving Systems With Multi-Access Edge Computing and Machine Learning. IEEE Intell. Transp. Syst. Mag. Allan Mariano de Souza, Horacio A. B. F. de Oliveira, Zhongliang Zhao, Torsten Braun, Antonio A. F. Loureiro, Leandro A. Villas
2022	—	`conf`	Escalonamento de Tarefas Ciente de Contexto para Computação de Borda Veicular. SBRC Joahannes B. D. da Costa, Allan Mariano de Souza, Rodolfo I. Meneguette, Eduardo Cerqueira, Denis Rosário, Leandro A. Villas
2022	—	`conf`	FLEXE: Investigating Federated Learning in Connected Autonomous Vehicle Simulations. VTC Fall Wellington Lobato, Joahannes B. D. da Costa, Allan Mariano de Souza, Denis Rosário, Christoph Sommer, Leandro A. Villas
2022	—	`conf`	MCCD: Generating Human Natural Language Conversational Datasets. ICEIS (2) Matheus Ferraroni Sanches, Jáder M. C. de Sá, Allan Mariano de Souza, Diego A. Silva, Rafael Roque de Souza, Júlio Cesar dos Reis, Leandro A. Villas
2022	—	`conf`	NEMESIS: Mecanismo para Formação de Nuvens Veiculares Baseado em Previsão de Mobilidade. SBRC Joahannes B. D. da Costa, Wellington Lobato Jr., Allan Mariano de Souza, Eduardo Cerqueira, Denis Rosário, Leandro A. Villas
2021	—	`conf`	Mecanismo Eficiente de Localização Cooperativa para Veículos Autônomos Conectados. SBRC Wellington Lobato Jr., Allan Mariano de Souza, Eduardo Cerqueira, Denis Rosário, Leandro Villas
2021	B	`conf`	Reinforcement Learning-designed LSTM for Trajectory and Traffic Flow Prediction. WCNC Mostafa Karimzadeh, Ryan Aebi, Allan Mariano de Souza, Zhongliang Zhao, Torsten Braun, Susana Sargento, Leandro Villas
2021	—	`—`	Towards a Personalized Multi-objective Vehicular Traffic Re-routing System. Allan Mariano de Souza
2020	—	`conf`	A Cache Strategy for Intelligent Transportation System to Connected Autonomous Vehicles. VTC Fall Wellington Lobato, Allan Mariano de Souza, Maycon L. M. Peixoto, Denis do Rosário, Leandro Villas
2020	J	`jnl`	An adaptive and Distributed Traffic Management System using Vehicular Ad-hoc Networks. Comput. Commun. Thiago S. Gomides, Robson E. De Grande, Allan Mariano de Souza, Fernanda S. H. Souza, Leandro A. Villas, Daniel L. Guidoni
2020	—	`conf`	CERVA: Roteamento Contextual para Veículos com Risco Espaço-temporal. SBRC Lucas Zanco Ladeira, Allan Mariano de Souza, Thiago Henrique Silva, Geraldo Pereira Rocha Filho, Maycon Leone Maciel Peixoto, Leandro Aparecido Villas
2020	C	`conf`	GIN: Better going safe with personalized routes. ISCC Lucas Zanco Ladeira, Allan Mariano de Souza, Heitor S. Ramos, Leandro Aparecido Villas
2020	B	`conf`	PONCHE: Personalized and Context-Aware Vehicle Rerouting Service. CLOUD Lucas Zanco Ladeira, Allan Mariano de Souza, Thiago Henrique Silva, Richard W. Pazzi, Leandro A. Villas
2020	J	`jnl`	Safe and Sound: Driver Safety-Aware Vehicle Re-Routing Based on Spatiotemporal Information. IEEE Trans. Intell. Transp. Syst. Allan Mariano de Souza, Torsten Braun, Leonardo C. Botega, Leandro A. Villas, Antonio A. F. Loureiro
2020	—	`conf`	Vem Tranquilo: Rotas Eficientes baseado na Dinâmica Urbana Futura com Deep Learning e Computação de Borda. SBRC Allan Mariano de Souza, Leandro Aparecido Villas
2019	J	`jnl`	An Interest-Based Approach for Reducing Network Contentions in Vehicular Transportation Systems. Sensors Allan Mariano de Souza, Guilherme Maia, Torsten Braun, Leandro A. Villas
2019	J	`jnl`	Better safe than sorry: a vehicular traffic re-routing based on traffic conditions and public safety issues. J. Internet Serv. Appl. Allan Mariano de Souza, Torsten Braun, Leonardo C. Botega, Raquel Cabral, Islene C. Garcia, Leandro A. Villas
2019	J	`jnl`	Efficient data dissemination protocol based on complex networks' metrics for urban vehicular networks. J. Internet Serv. Appl. Joahannes B. D. da Costa, Allan Mariano de Souza, Denis do Rosário, Eduardo Cerqueira, Leandro A. Villas
2019	—	`conf`	MARTINI: Towards a mobile and variable time window identification for spatio-temporal data. LATINCOM Lucas Zanco Ladeira, Allan Mariano de Souza, Geraldo Pereira Rocha Filho, Thiago Henrique Silva, Matheus Ferraroni Sanches, Leandro Aparecido Villas
2019	—	`conf`	Optimizing Infrastructure Placement with Genetic Algorithm: A Traffic Management Use Case. LATINCOM Matheus Ferraroni Sanches, Allan Mariano de Souza, Wellington Lobato, Leandro A. Villas
2019	—	`conf`	Serviço de Sugestão de Rotas Seguras para Veículos. SBRC Lucas Zanco Ladeira, Allan Mariano de Souza, Geraldo P. R. Filho, Thiago Henrique Silva, Leandro Villas
2019	J	`jnl`	Vehicular software-defined networking and fog computing: Integration and design principles. Ad Hoc Networks Jéferson Campos Nobre, Allan Mariano de Souza, Denis do Rosário, Cristiano Both, Leandro A. Villas, Eduardo Cerqueira, Torsten Braun, Mario Gerla
2018	C	`conf`	Data Dissemination Based on Complex Networks' Metrics for Distributed Traffic Management Systems. ISCC Joahannes Costa, Denis do Rosário, Allan Mariano de Souza, Leandro A. Villas, Eduardo Cerqueira
2018	—	`conf`	Efficient Context-Aware Vehicular Traffic Re-Routing Based on Pareto-Optimality: A Safe-Fast Use Case. ITSC Allan Mariano de Souza, Torsten Braun, Leandro Villas
2018	B	`conf`	FnS: Enhancing Traffic Mobility and Public Safety based on a Hybrid Transportation System. DCOSS Allan Mariano de Souza, Leonardo C. Botega, Leandro A. Villas
2018	—	`conf`	Itssafe: An Intelligent Transportation System for Improving Safety and Traffic Efficiency. VTC Spring Allan Mariano de Souza, Lehilton L. C. Pedrosa, Leonardo C. Botega, Leandro Villas
2018	—	`conf`	Por Aqui é Mais Seguro: Melhorando a Mobilidade e a Segurança nas Vias Urbanas. SBRC Allan Mariano de Souza, Leonardo C. Botega, Islene Calciolari Garcia, Leandro A. Villas
2018	—	`conf`	Protocolo para Disseminação de Dados em VANETs baseado em Métricas de Redes Complexas: Um Estudo de Caso com Sistema de Gerenciamento de Trânsito. SBRC Joahannes Costa, Denis Rosário, Allan Mariano de Souza, Leandro A. Villas, Eduardo Cerqueira
2017	—	`conf`	A fully-distributed advanced traffic management system based on opportunistic content sharing. ICC Allan Mariano de Souza, Nelson L. S. da Fonseca, Leandro Villas
2017	B	`conf`	Centrality-based data dissemination protocol for vehicular ad hoc networks. NCA Joahannes Costa, Wellington Lobato, Allan Mariano de Souza, Denis do Rosário, Leandro A. Villas, Eduardo Cerqueira
2017	—	`conf`	GTE: Um Sistema para Gerenciamento de Trânsito Escalável baseado em Compartilhamento Oportunista. SBRC Allan Mariano de Souza, Leonardo C. Botega, Leandro A. Villas
2017	J	`jnl`	Traffic management systems: A classification, review, challenges, and future perspectives. Int. J. Distributed Sens. Networks Allan Mariano de Souza, Celso A. R. L. Brennand, Roberto Sadao Yokoyama, Erick Donato, Edmundo Roberto Mauro Madeira, Leandro A. Villas
2016	A	`conf`	A Fully-distributed Traffic Management System to Improve the Overall Traffic Efficiency. MSWiM Allan Mariano de Souza, Leandro Aparecido Villas
2016	J	`jnl`	ICARUS: Improvement of traffic Condition through an Alerting and Re-routing System. Comput. Networks Allan Mariano de Souza, Roberto Sadao Yokoyama, Azzedine Boukerche, Guilherme Maia, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro Aparecido Villas
2016	C	`conf`	Real-time path planning to prevent traffic jam through an intelligent transportation system. ISCC Allan Mariano de Souza, Roberto Sadao Yokoyama, Guilherme Maia, Antonio A. F. Loureiro, Leandro Aparecido Villas
2016	—	`conf`	SPARTAN: A Solution to Prevent Traffic Jam with Real-Time Alert and Re-Routing for Smart City. VTC Fall Allan Mariano de Souza, Azzedine Boukerche, Guilherme Maia, Eduardo Cerqueira, Antonio A. F. Loureiro, Leandro A. Villas
2015	C	`conf`	An intelligent transportation system for detection and control of congested roads in urban centers. ISCC Celso A. R. L. Brennand, Allan Mariano de Souza, Guilherme Maia, Azzedine Boukerche, Heitor S. Ramos, Antonio A. F. Loureiro, Leandro A. Villas
2015	—	`conf`	GARUDA: A New Geographical Accident Aware Solution to Reduce Urban Congestion. CIT/IUCC/DASC/PICom Allan Mariano de Souza, Roberto Sadao Yokoyama, Nelson Luis Saldanha da Fonseca, Rodolfo Ipolito Meneguette, Leandro Aparecido Villas
2015	—	`conf`	Minimizing traffic jams in urban Centers using vehicular ad hoc networks. NTMS Allan Mariano de Souza, Roberto Sadao Yokoyama, Guilherme Maia, Antonio Alfredo Ferreira Loureiro, Leandro A. Villas
2015	—	`conf`	Scorpion: A Solution Using Cooperative Rerouting to Prevent Congestion and Improve Traffic Condition. CIT/IUCC/DASC/PICom Allan Mariano de Souza, Roberto Sadao Yokoyama, Leonardo Castro Botega, Rodolfo Ipolito Meneguette, Leandro Aparecido Villas
2014	B	`conf`	ADD: A Data Dissemination Solution for Highly Dynamic Highway Environments. NCA Allan Mariano de Souza, Guilherme Maia, Leandro A. Villas
2014	—	`conf`	Decreasing greenhouse emissions through an intelligent traffic information system based on inter-vehicle communication. MOBIWAC Allan Mariano de Souza, Azzedine Boukerche, Guilherme Maia, Rodolfo Ipolito Meneguette, Antonio A. F. Loureiro, Leandro Aparecido Villas